Charles Olson’s research while affiliated with Argonne National Laboratory and other places

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Publications (2)


Agent-based modeling of supply disruptions in the global rare earths market
  • Article

January 2021

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31 Reads

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31 Citations

Resources Conservation and Recycling

Matthew E. Riddle

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Charles Olson

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Several independent assessments have identified rare earth elements (REEs) as critical materials, notably neodymium (Nd), praseodymium (Pr), and dysprosium (Dy) used in permanent magnets. Factors affecting their criticality include expected growth in demand arising from their unique performance-enhancing properties in consumer, energy, and military applications and the supply risk associated with China's dominance in their production. We demonstrate the use of Argonne's Global Critical Materials (GCMat) agent-based model to explore the possible consequences to REE market dynamics of different types of regional supply disruptions including a temporary loss of production, shutdown of capacity, and diversion of supply. Results suggest that supply disruptions may foster earlier and more REE mine starts outside of China, although some of these mines may not be able to sustain operations post disruption. Further, price and associated market responses such as production, capacity, and demand tended to extend beyond the disruption period. Such market impacts in the magnet supply chain could affect the costs and availability of a number of emerging clean energy technology applications such as electric vehicles and wind turbines. In the future, GCMat could be used to evaluate the effectiveness of mitigation strategies — including recycling, conservation, product substitution, and diversification of supplies — on reducing the severity of disruptions in REE markets.


Figure 1. Causes of supply disruptions. Broad categories of endogenous and exogenous supply disruption causes (yellow boxes) and example (blue boxes). Note that neither the supply disruption causes nor the categorization approach are inclusive of all those documented in the literature.
Figure 3. Price results for baseline and supply disruption scenarios. (See Figures SI-2, -3, and -4 for desktop and HPC oxide and metal price results for the Mt Weld shutdown; curtailment of illegal exports; and Chinese export stoppage scenarios, respectively.) The content of the Dy and Y oxides in the Mt Weld ores are negligible, so they are omitted from analysis of the Mt Weld shutdown scenarios. We note that the high Dy oxide prices observed in some scenarios are outside historical precedence and that market responses not represented in the model might occur. However, they are defensible as comparative responses among the supply disruption scenarios.
Figure 5. Reduction in world NdFeB magnet production and sales for the supply disruption cases.
Figure 6. Non-China REE metal and NdFeB magnet production for the 2021 and 2024 export stoppage scenarios. Associated HPC results are provided in Figures SI-9 (RE metals) and SI-10 (NdFeB magnets).
Figure 7. Desktop results of Dy metal content in NdFeB magnets produced by non-China suppliers for all scenarios. Associated HPC results are provided in Figure SI-11.

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Agent-based modeling of supply disruptions in the global rare earths market
  • Article
  • Full-text available

August 2020

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566 Reads

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5 Citations

Resources Conservation & Recycling X

Several independent assessments have identified rare earth elements (REEs) as critical materials, notably neodymium (Nd), praseodymium (Pr), and dysprosium (Dy) used in permanent magnets. Factors affecting their criticality include expected growth in demand arising from their unique performance-enhancing properties in consumer, energy, and military applications and the supply risk associated with China's dominance in their production. We demonstrate the use of Argonne's Global Critical Materials (GCMat) agent-based model to explore the possible consequences to REE market dynamics of different types of regional supply disruptions including a temporary loss of production, shutdown of capacity, and diversion of supply. Results suggest that supply disruptions may foster earlier and more REE mine starts outside of China, although some of these mines may not be able to sustain operations post disruption. Further, price and associated market responses such as production, capacity, and demand tended to extend beyond the disruption period. Such market impacts in the magnet supply chain could affect the costs and availability of a number of emerging clean energy technology applications such as electric vehicles and wind turbines. In the future, GCMat could be used to evaluate the effectiveness of mitigation strategies — including recycling, conservation, product substitution, and diversification of supplies — on reducing the severity of disruptions in REE markets.

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Citations (2)


... Future work on developing mitigative actions to disruptions such as technology substitution and supplier diversifications was suggested. 17 An agent-based SCM framework was developed by Julka et al. 18 to model refinery SCs and capture the flow and relationships across each entity of a typical SC. The work was further applied to a refinery supply chain to test its effectiveness considering policy changes and other exogenous factors. ...

Reference:

Agent-Based Dynamic Simulation for Supply Chain Management of LNG Import Terminals
Agent-based modeling of supply disruptions in the global rare earths market
  • Citing Article
  • January 2021

Resources Conservation and Recycling

... Figure 1 shows a select few of these cleaner energy critical materials. Rare earth elements (REE) stand out prominently on this list owing to a 100% import reliance, primarily on China, where the vast majority of the world's REE reserves and refining facilities are concentrated (Riddle et al. 2021). Despite its vast REE mineral resources, the U.S. has limited operational refining capacity, leading to dependency of U.S. manufacturers on foreign supplies. ...

Agent-based modeling of supply disruptions in the global rare earths market

Resources Conservation & Recycling X